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Cover image for book Advances in Intelligent Signal Processing and Data Mining

Advances in Intelligent Signal Processing and Data Mining

Theory and Applications
By:Petia Georgieva
Publisher:Springer Nature
Print ISBN:9783642286957
eText ISBN:9783642286964
Edition:0
Copyright:2013
Format:Page Fidelity

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The book presents some of the most efficient statistical and deterministic methods for information processing and applications in order to extract targeted information and find hidden patterns. The techniques presented range from Bayesian approaches and their variations such as sequential Monte Carlo methods, Markov Chain Monte Carlo filters, Rao Blackwellization, to the biologically inspired paradigm of Neural Networks and decomposition techniques such as Empirical Mode Decomposition, Independent Component Analysis and Singular Spectrum Analysis.   The book is directed to the research students, professors, researchers and practitioners interested in exploring the advanced techniques in intelligent signal processing and data mining paradigms.  

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